Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	50000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	19.8 MiB
Average record size in memory	415.6 B

Variable types

Numeric	14
Categorical	9

Alerts

`Alcohol_Consumption_Per_Week` has 3325 (6.7%) zeros	Zeros
`Fast_Food_Intake_Per_Week` has 4942 (9.9%) zeros	Zeros
`Processed_Food_Intake_Per_Week` has 4983 (10.0%) zeros	Zeros

Reproduction

Analysis started	2025-03-30 00:26:02.981550
Analysis finished	2025-03-30 00:26:48.332196
Duration	45.35 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Age
Real number (ℝ)

Distinct	72
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.3987

Minimum	18
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	35
median	53
Q3	71
95-th percentile	86
Maximum	89
Range	71
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	20.799006
Coefficient of variation (CV)	0.38950399
Kurtosis	-1.2080536
Mean	53.3987
Median Absolute Deviation (MAD)	18
Skewness	0.0042130902
Sum	2669935
Variance	432.59867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	768	1.5%
80	755	1.5%
30	753	1.5%
34	742	1.5%
61	738	1.5%
43	732	1.5%
38	730	1.5%
69	727	1.5%
65	724	1.4%
71	719	1.4%
Other values (62)	42612	85.2%

Value	Count	Frequency (%)
18	682	1.4%
19	717	1.4%
20	702	1.4%
21	707	1.4%
22	711	1.4%
23	704	1.4%
24	668	1.3%
25	689	1.4%
26	707	1.4%
27	712	1.4%

Value	Count	Frequency (%)
89	677	1.4%
88	690	1.4%
87	642	1.3%
86	701	1.4%
85	705	1.4%
84	689	1.4%
83	704	1.4%
82	653	1.3%
81	649	1.3%
80	755	1.5%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Female	25086
Male	24914

Length

Max length	6
Median length	6
Mean length	5.00344
Min length	4

Characters and Unicode

Total characters	250172
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	25086	50.2%
Male	24914	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	25086	50.2%
male	24914	49.8%

Most occurring characters

Value	Count	Frequency (%)
e	75086	30.0%
a	50000	20.0%
l	50000	20.0%
F	25086	10.0%
m	25086	10.0%
M	24914	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	250172	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	75086	30.0%
a	50000	20.0%
l	50000	20.0%
F	25086	10.0%
m	25086	10.0%
M	24914	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	250172	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	75086	30.0%
a	50000	20.0%
l	50000	20.0%
F	25086	10.0%
m	25086	10.0%
M	24914	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	250172	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	75086	30.0%
a	50000	20.0%
l	50000	20.0%
F	25086	10.0%
m	25086	10.0%
M	24914	10.0%

Ethnicity
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Other	10094
Black	10063
White	9982
Hispanic	9938
Asian	9923

Length

Max length	8
Median length	5
Mean length	5.59628
Min length	5

Characters and Unicode

Total characters	279814
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other
2nd row	Black
3rd row	White
4th row	Other
5th row	White

Common Values

Value	Count	Frequency (%)
Other	10094	20.2%
Black	10063	20.1%
White	9982	20.0%
Hispanic	9938	19.9%
Asian	9923	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	10094	20.2%
black	10063	20.1%
white	9982	20.0%
hispanic	9938	19.9%
asian	9923	19.8%

Most occurring characters

Value	Count	Frequency (%)
i	39781	14.2%
a	29924	10.7%
t	20076	7.2%
h	20076	7.2%
e	20076	7.2%
c	20001	7.1%
n	19861	7.1%
s	19861	7.1%
O	10094	3.6%
r	10094	3.6%
Other values (7)	69970	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	279814	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	39781	14.2%
a	29924	10.7%
t	20076	7.2%
h	20076	7.2%
e	20076	7.2%
c	20001	7.1%
n	19861	7.1%
s	19861	7.1%
O	10094	3.6%
r	10094	3.6%
Other values (7)	69970	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	279814	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	39781	14.2%
a	29924	10.7%
t	20076	7.2%
h	20076	7.2%
e	20076	7.2%
c	20001	7.1%
n	19861	7.1%
s	19861	7.1%
O	10094	3.6%
r	10094	3.6%
Other values (7)	69970	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	279814	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	39781	14.2%
a	29924	10.7%
t	20076	7.2%
h	20076	7.2%
e	20076	7.2%
c	20001	7.1%
n	19861	7.1%
s	19861	7.1%
O	10094	3.6%
r	10094	3.6%
Other values (7)	69970	25.0%

Income
Real number (ℝ)

Distinct	41490
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85176.555

Minimum	20000
Maximum	149997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	20000
5-th percentile	26548.75
Q1	52551
median	85355.5
Q3	117782.75
95-th percentile	143680.65
Maximum	149997
Range	129997
Interquartile range (IQR)	65231.75

Descriptive statistics

Standard deviation	37574.185
Coefficient of variation (CV)	0.44113295
Kurtosis	-1.2032394
Mean	85176.555
Median Absolute Deviation (MAD)	32621
Skewness	-0.0042735244
Sum	4.2588278 × 10⁹
Variance	1.4118194 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56624	5	< 0.1%
89091	5	< 0.1%
103300	5	< 0.1%
141417	5	< 0.1%
99241	5	< 0.1%
20948	5	< 0.1%
111742	5	< 0.1%
66399	5	< 0.1%
25179	4	< 0.1%
116513	4	< 0.1%
Other values (41480)	49952	99.9%

Value	Count	Frequency (%)
20000	1	< 0.1%
20001	1	< 0.1%
20002	1	< 0.1%
20005	1	< 0.1%
20008	1	< 0.1%
20009	1	< 0.1%
20010	1	< 0.1%
20020	2	< 0.1%
20021	1	< 0.1%
20025	1	< 0.1%

Value	Count	Frequency (%)
149997	2	< 0.1%
149994	1	< 0.1%
149992	1	< 0.1%
149988	1	< 0.1%
149985	1	< 0.1%
149979	1	< 0.1%
149975	1	< 0.1%
149974	1	< 0.1%
149972	2	< 0.1%
149969	1	< 0.1%

BMI
Real number (ℝ)

Distinct	266
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.818748

Minimum	18.5
Maximum	45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	18.5
5-th percentile	19.9
Q1	25.2
median	31.8
Q3	38.4
95-th percentile	43.7
Maximum	45
Range	26.5
Interquartile range (IQR)	13.2

Descriptive statistics

Standard deviation	7.6371385
Coefficient of variation (CV)	0.24002008
Kurtosis	-1.1968168
Mean	31.818748
Median Absolute Deviation (MAD)	6.6
Skewness	-0.0061229154
Sum	1590937.4
Variance	58.325884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.3	234	0.5%
25.4	224	0.4%
38.3	223	0.4%
27.9	220	0.4%
27.2	219	0.4%
36.2	218	0.4%
37.8	217	0.4%
27.5	217	0.4%
38.7	216	0.4%
24.1	215	0.4%
Other values (256)	47797	95.6%

Value	Count	Frequency (%)
18.5	93	0.2%
18.6	179	0.4%
18.7	177	0.4%
18.8	156	0.3%
18.9	199	0.4%
19	171	0.3%
19.1	177	0.4%
19.2	183	0.4%
19.3	184	0.4%
19.4	186	0.4%

Value	Count	Frequency (%)
45	118	0.2%
44.9	198	0.4%
44.8	177	0.4%
44.7	202	0.4%
44.6	183	0.4%
44.5	174	0.3%
44.4	206	0.4%
44.3	234	0.5%
44.2	205	0.4%
44.1	197	0.4%

Blood_Pressure
Real number (ℝ)

Distinct	901
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.08096

Minimum	90
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	90
5-th percentile	94.6
Q1	112.4
median	135.2
Q3	157.6
95-th percentile	175.6
Maximum	180
Range	90
Interquartile range (IQR)	45.2

Descriptive statistics

Standard deviation	26.039637
Coefficient of variation (CV)	0.1927706
Kurtosis	-1.2045785
Mean	135.08096
Median Absolute Deviation (MAD)	22.6
Skewness	-0.0048002203
Sum	6754047.8
Variance	678.06269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
173.8	79	0.2%
131.9	78	0.2%
94.6	77	0.2%
139.6	77	0.2%
157.6	76	0.2%
161.9	76	0.2%
108.4	75	0.1%
148.1	75	0.1%
142	75	0.1%
156.8	74	0.1%
Other values (891)	49238	98.5%

Value	Count	Frequency (%)
90	31	0.1%
90.1	43	0.1%
90.2	47	0.1%
90.3	56	0.1%
90.4	56	0.1%
90.5	52	0.1%
90.6	55	0.1%
90.7	64	0.1%
90.8	65	0.1%
90.9	56	0.1%

Value	Count	Frequency (%)
180	29	0.1%
179.9	49	0.1%
179.8	47	0.1%
179.7	60	0.1%
179.6	49	0.1%
179.5	60	0.1%
179.4	63	0.1%
179.3	64	0.1%
179.2	60	0.1%
179.1	55	0.1%

Cholesterol
Real number (ℝ)

Distinct	2001
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.18502

Minimum	100
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	100
5-th percentile	110.2
Q1	150.4
median	200.3
Q3	250.3
95-th percentile	290.3
Maximum	300
Range	200
Interquartile range (IQR)	99.9

Descriptive statistics

Standard deviation	57.737684
Coefficient of variation (CV)	0.2884216
Kurtosis	-1.1971703
Mean	200.18502
Median Absolute Deviation (MAD)	49.9
Skewness	-0.0016506092
Sum	10009251
Variance	3333.6402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
207.2	41	0.1%
158.1	41	0.1%
100.1	40	0.1%
255.9	40	0.1%
225	39	0.1%
124.7	39	0.1%
102.4	39	0.1%
264.7	39	0.1%
116.3	39	0.1%
185.3	39	0.1%
Other values (1991)	49604	99.2%

Value	Count	Frequency (%)
100	10	< 0.1%
100.1	40	0.1%
100.2	30	0.1%
100.3	20	< 0.1%
100.4	24	< 0.1%
100.5	25	0.1%
100.6	19	< 0.1%
100.7	28	0.1%
100.8	29	0.1%
100.9	27	0.1%

Value	Count	Frequency (%)
300	13	< 0.1%
299.9	29	0.1%
299.8	24	< 0.1%
299.7	28	0.1%
299.6	20	< 0.1%
299.5	24	< 0.1%
299.4	34	0.1%
299.3	26	0.1%
299.2	17	< 0.1%
299.1	25	0.1%

Exercise_Hours_Per_Week
Real number (ℝ)

Distinct	101
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.991036

Minimum	0
Maximum	10
Zeros	238
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	2.5
median	5
Q3	7.5
95-th percentile	9.5
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.882748
Coefficient of variation (CV)	0.5775851
Kurtosis	-1.202015
Mean	4.991036
Median Absolute Deviation (MAD)	2.5
Skewness	0.004888033
Sum	249551.8
Variance	8.3102363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.2	559	1.1%
8.1	549	1.1%
8.2	543	1.1%
2.8	534	1.1%
6.4	533	1.1%
1.4	529	1.1%
7.4	529	1.1%
3	528	1.1%
2	527	1.1%
7.9	527	1.1%
Other values (91)	44642	89.3%

Value	Count	Frequency (%)
0	238	0.5%
0.1	510	1.0%
0.2	491	1.0%
0.3	483	1.0%
0.4	494	1.0%
0.5	484	1.0%
0.6	510	1.0%
0.7	492	1.0%
0.8	489	1.0%
0.9	511	1.0%

Value	Count	Frequency (%)
10	254	0.5%
9.9	469	0.9%
9.8	525	1.1%
9.7	462	0.9%
9.6	518	1.0%
9.5	488	1.0%
9.4	483	1.0%
9.3	512	1.0%
9.2	499	1.0%
9.1	461	0.9%

Alcohol_Consumption_Per_Week
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.00484

Minimum	0
Maximum	14
Zeros	3325
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	11
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.324922
Coefficient of variation (CV)	0.6174191
Kurtosis	-1.2108456
Mean	7.00484
Median Absolute Deviation (MAD)	4
Skewness	0.0020917789
Sum	350242
Variance	18.704951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
14	3432	6.9%
9	3393	6.8%
4	3371	6.7%
2	3364	6.7%
6	3341	6.7%
10	3338	6.7%
8	3337	6.7%
3	3335	6.7%
12	3326	6.7%
0	3325	6.7%
Other values (5)	16438	32.9%

Value	Count	Frequency (%)
0	3325	6.7%
1	3310	6.6%
2	3364	6.7%
3	3335	6.7%
4	3371	6.7%
5	3295	6.6%
6	3341	6.7%
7	3277	6.6%
8	3337	6.7%
9	3393	6.8%

Value	Count	Frequency (%)
14	3432	6.9%
13	3283	6.6%
12	3326	6.7%
11	3273	6.5%
10	3338	6.7%
9	3393	6.8%
8	3337	6.7%
7	3277	6.6%
6	3341	6.7%
5	3295	6.6%

Smoking_Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Never	16878
Former	16613
Current	16509

Length

Max length	7
Median length	6
Mean length	5.99262
Min length	5

Characters and Unicode

Total characters	299631
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Never
2nd row	Never
3rd row	Former
4th row	Never
5th row	Never

Common Values

Value	Count	Frequency (%)
Never	16878	33.8%
Former	16613	33.2%
Current	16509	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
never	16878	33.8%
former	16613	33.2%
current	16509	33.0%

Most occurring characters

Value	Count	Frequency (%)
r	83122	27.7%
e	66878	22.3%
N	16878	5.6%
v	16878	5.6%
F	16613	5.5%
o	16613	5.5%
m	16613	5.5%
C	16509	5.5%
u	16509	5.5%
n	16509	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	299631	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	83122	27.7%
e	66878	22.3%
N	16878	5.6%
v	16878	5.6%
F	16613	5.5%
o	16613	5.5%
m	16613	5.5%
C	16509	5.5%
u	16509	5.5%
n	16509	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	299631	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	83122	27.7%
e	66878	22.3%
N	16878	5.6%
v	16878	5.6%
F	16613	5.5%
o	16613	5.5%
m	16613	5.5%
C	16509	5.5%
u	16509	5.5%
n	16509	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	299631	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	83122	27.7%
e	66878	22.3%
N	16878	5.6%
v	16878	5.6%
F	16613	5.5%
o	16613	5.5%
m	16613	5.5%
C	16509	5.5%
u	16509	5.5%
n	16509	5.5%

Family_History_Diabetes
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

1	25096
0	24904

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Most occurring characters

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	25096	50.2%
0	24904	49.8%

Glucose_Level
Real number (ℝ)

Distinct	1301
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.01539

Minimum	70
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	70
5-th percentile	76.5
Q1	102.5
median	135.3
Q3	167.3
95-th percentile	193.4
Maximum	200
Range	130
Interquartile range (IQR)	64.8

Descriptive statistics

Standard deviation	37.458042
Coefficient of variation (CV)	0.27743534
Kurtosis	-1.1976423
Mean	135.01539
Median Absolute Deviation (MAD)	32.3
Skewness	-0.0036722552
Sum	6750769.7
Variance	1403.1049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
183.9	59	0.1%
142.2	59	0.1%
163.8	58	0.1%
184.4	57	0.1%
122.9	56	0.1%
190.2	55	0.1%
120.5	55	0.1%
161.7	55	0.1%
167.3	55	0.1%
163.4	54	0.1%
Other values (1291)	49437	98.9%

Value	Count	Frequency (%)
70	20	< 0.1%
70.1	38	0.1%
70.2	42	0.1%
70.3	40	0.1%
70.4	28	0.1%
70.5	41	0.1%
70.6	48	0.1%
70.7	32	0.1%
70.8	36	0.1%
70.9	38	0.1%

Value	Count	Frequency (%)
200	13	< 0.1%
199.9	39	0.1%
199.8	36	0.1%
199.7	30	0.1%
199.6	27	0.1%
199.5	36	0.1%
199.4	42	0.1%
199.3	30	0.1%
199.2	45	0.1%
199.1	43	0.1%

HbA1c
Real number (ℝ)

Distinct	61
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.999164

Minimum	4
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	4
5-th percentile	4.3
Q1	5.5
median	7
Q3	8.5
95-th percentile	9.7
Maximum	10
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7275405
Coefficient of variation (CV)	0.24682098
Kurtosis	-1.1955706
Mean	6.999164
Median Absolute Deviation (MAD)	1.5
Skewness	0.0035951187
Sum	349958.2
Variance	2.9843962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.1	941	1.9%
6.3	888	1.8%
7.8	878	1.8%
6.8	874	1.7%
7.3	872	1.7%
5.3	868	1.7%
6.1	863	1.7%
8.9	860	1.7%
8.7	858	1.7%
5.5	857	1.7%
Other values (51)	41241	82.5%

Value	Count	Frequency (%)
4	422	0.8%
4.1	784	1.6%
4.2	812	1.6%
4.3	826	1.7%
4.4	810	1.6%
4.5	836	1.7%
4.6	818	1.6%
4.7	824	1.6%
4.8	843	1.7%
4.9	807	1.6%

Value	Count	Frequency (%)
10	396	0.8%
9.9	833	1.7%
9.8	849	1.7%
9.7	807	1.6%
9.6	833	1.7%
9.5	807	1.6%
9.4	841	1.7%
9.3	801	1.6%
9.2	848	1.7%
9.1	851	1.7%

Insulin_Resistance
Real number (ℝ)

Distinct	91
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.510322

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1.5
Q1	3.3
median	5.5
Q3	7.7
95-th percentile	9.6
Maximum	10
Range	9
Interquartile range (IQR)	4.4

Descriptive statistics

Standard deviation	2.5940473
Coefficient of variation (CV)	0.47076147
Kurtosis	-1.1889947
Mean	5.510322
Median Absolute Deviation (MAD)	2.2
Skewness	0.0010374209
Sum	275516.1
Variance	6.7290814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.2	611	1.2%
9.7	610	1.2%
3.9	603	1.2%
5.3	597	1.2%
6.6	596	1.2%
1.8	594	1.2%
5	590	1.2%
8	589	1.2%
1.5	587	1.2%
7.3	583	1.2%
Other values (81)	44040	88.1%

Value	Count	Frequency (%)
1	269	0.5%
1.1	532	1.1%
1.2	575	1.1%
1.3	530	1.1%
1.4	552	1.1%
1.5	587	1.2%
1.6	523	1.0%
1.7	513	1.0%
1.8	594	1.2%
1.9	531	1.1%

Value	Count	Frequency (%)
10	304	0.6%
9.9	561	1.1%
9.8	573	1.1%
9.7	610	1.2%
9.6	551	1.1%
9.5	568	1.1%
9.4	555	1.1%
9.3	557	1.1%
9.2	548	1.1%
9.1	542	1.1%

Heart_Disease_History
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

0	25106
1	24894

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	25106	50.2%
1	24894	49.8%

Physical_Activity_Level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Low	16789
High	16657
Moderate	16554

Length

Max length	8
Median length	4
Mean length	4.98854
Min length	3

Characters and Unicode

Total characters	249427
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	Moderate
3rd row	Low
4th row	High
5th row	Moderate

Common Values

Value	Count	Frequency (%)
Low	16789	33.6%
High	16657	33.3%
Moderate	16554	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	16789	33.6%
high	16657	33.3%
moderate	16554	33.1%

Most occurring characters

Value	Count	Frequency (%)
o	33343	13.4%
e	33108	13.3%
L	16789	6.7%
w	16789	6.7%
H	16657	6.7%
i	16657	6.7%
g	16657	6.7%
h	16657	6.7%
M	16554	6.6%
d	16554	6.6%
Other values (3)	49662	19.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	249427	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	33343	13.4%
e	33108	13.3%
L	16789	6.7%
w	16789	6.7%
H	16657	6.7%
i	16657	6.7%
g	16657	6.7%
h	16657	6.7%
M	16554	6.6%
d	16554	6.6%
Other values (3)	49662	19.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	249427	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	33343	13.4%
e	33108	13.3%
L	16789	6.7%
w	16789	6.7%
H	16657	6.7%
i	16657	6.7%
g	16657	6.7%
h	16657	6.7%
M	16554	6.6%
d	16554	6.6%
Other values (3)	49662	19.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	249427	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	33343	13.4%
e	33108	13.3%
L	16789	6.7%
w	16789	6.7%
H	16657	6.7%
i	16657	6.7%
g	16657	6.7%
h	16657	6.7%
M	16554	6.6%
d	16554	6.6%
Other values (3)	49662	19.9%

Fast_Food_Intake_Per_Week
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.50898

Minimum	0
Maximum	9
Zeros	4942
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8631527
Coefficient of variation (CV)	0.634989
Kurtosis	-1.2180108
Mean	4.50898
Median Absolute Deviation (MAD)	2
Skewness	-0.0052977174
Sum	225449
Variance	8.1976433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	5076	10.2%
8	5067	10.1%
4	5064	10.1%
6	5050	10.1%
7	5015	10.0%
5	4975	10.0%
2	4954	9.9%
0	4942	9.9%
1	4934	9.9%
9	4923	9.8%

Value	Count	Frequency (%)
0	4942	9.9%
1	4934	9.9%
2	4954	9.9%
3	5076	10.2%
4	5064	10.1%
5	4975	10.0%
6	5050	10.1%
7	5015	10.0%
8	5067	10.1%
9	4923	9.8%

Value	Count	Frequency (%)
9	4923	9.8%
8	5067	10.1%
7	5015	10.0%
6	5050	10.1%
5	4975	10.0%
4	5064	10.1%
3	5076	10.2%
2	4954	9.9%
1	4934	9.9%
0	4942	9.9%

Processed_Food_Intake_Per_Week
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.48826

Minimum	0
Maximum	9
Zeros	4983
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8730032
Coefficient of variation (CV)	0.64011514
Kurtosis	-1.2258852
Mean	4.48826
Median Absolute Deviation (MAD)	2
Skewness	0.0086616571
Sum	224413
Variance	8.2541473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	5125	10.2%
4	5070	10.1%
1	5054	10.1%
9	5004	10.0%
5	4991	10.0%
0	4983	10.0%
7	4978	10.0%
8	4961	9.9%
6	4934	9.9%
3	4900	9.8%

Value	Count	Frequency (%)
0	4983	10.0%
1	5054	10.1%
2	5125	10.2%
3	4900	9.8%
4	5070	10.1%
5	4991	10.0%
6	4934	9.9%
7	4978	10.0%
8	4961	9.9%
9	5004	10.0%

Value	Count	Frequency (%)
9	5004	10.0%
8	4961	9.9%
7	4978	10.0%
6	4934	9.9%
5	4991	10.0%
4	5070	10.1%
3	4900	9.8%
2	5125	10.2%
1	5054	10.1%
0	4983	10.0%

Daily_Caloric_Intake
Real number (ℝ)

Distinct	2800
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2604.6124

Minimum	1200
Maximum	3999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1200
5-th percentile	1344
Q1	1911
median	2604
Q3	3298
95-th percentile	3862.05
Maximum	3999
Range	2799
Interquartile range (IQR)	1387

Descriptive statistics

Standard deviation	807.34038
Coefficient of variation (CV)	0.30996565
Kurtosis	-1.1947462
Mean	2604.6124
Median Absolute Deviation (MAD)	694
Skewness	-0.0050990851
Sum	1.3023062 × 10⁸
Variance	651798.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2348	32	0.1%
3698	31	0.1%
3709	30	0.1%
1207	30	0.1%
1904	30	0.1%
1382	30	0.1%
2895	30	0.1%
3682	30	0.1%
1972	30	0.1%
3272	29	0.1%
Other values (2790)	49698	99.4%

Value	Count	Frequency (%)
1200	12	< 0.1%
1201	15	< 0.1%
1202	14	< 0.1%
1203	16	< 0.1%
1204	14	< 0.1%
1205	15	< 0.1%
1206	16	< 0.1%
1207	30	0.1%
1208	13	< 0.1%
1209	12	< 0.1%

Value	Count	Frequency (%)
3999	20	< 0.1%
3998	15	< 0.1%
3997	16	< 0.1%
3996	16	< 0.1%
3995	25	0.1%
3994	16	< 0.1%
3993	19	< 0.1%
3992	21	< 0.1%
3991	20	< 0.1%
3990	18	< 0.1%

Sleep_Hours_Per_Night
Real number (ℝ)

Distinct	61
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.000978

Minimum	4
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	4
5-th percentile	4.3
Q1	5.5
median	7
Q3	8.5
95-th percentile	9.7
Maximum	10
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7364959
Coefficient of variation (CV)	0.24803619
Kurtosis	-1.2059917
Mean	7.000978
Median Absolute Deviation (MAD)	1.5
Skewness	0.0028996246
Sum	350048.9
Variance	3.015418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.5	903	1.8%
9.6	894	1.8%
5.4	889	1.8%
5.9	880	1.8%
6.6	880	1.8%
5.7	878	1.8%
8	876	1.8%
4.2	871	1.7%
6.3	870	1.7%
8.9	864	1.7%
Other values (51)	41195	82.4%

Value	Count	Frequency (%)
4	408	0.8%
4.1	849	1.7%
4.2	871	1.7%
4.3	842	1.7%
4.4	792	1.6%
4.5	800	1.6%
4.6	807	1.6%
4.7	833	1.7%
4.8	857	1.7%
4.9	819	1.6%

Value	Count	Frequency (%)
10	400	0.8%
9.9	854	1.7%
9.8	859	1.7%
9.7	808	1.6%
9.6	894	1.8%
9.5	903	1.8%
9.4	776	1.6%
9.3	833	1.7%
9.2	853	1.7%
9.1	819	1.6%

Stress_Level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

Low	16734
Moderate	16672
High	16594

Length

Max length	8
Median length	4
Mean length	4.99908
Min length	3

Characters and Unicode

Total characters	249954
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	Low
3rd row	High
4th row	Low
5th row	High

Common Values

Value	Count	Frequency (%)
Low	16734	33.5%
Moderate	16672	33.3%
High	16594	33.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	16734	33.5%
moderate	16672	33.3%
high	16594	33.2%

Most occurring characters

Value	Count	Frequency (%)
o	33406	13.4%
e	33344	13.3%
L	16734	6.7%
w	16734	6.7%
M	16672	6.7%
d	16672	6.7%
r	16672	6.7%
a	16672	6.7%
t	16672	6.7%
H	16594	6.6%
Other values (3)	49782	19.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	249954	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	33406	13.4%
e	33344	13.3%
L	16734	6.7%
w	16734	6.7%
M	16672	6.7%
d	16672	6.7%
r	16672	6.7%
a	16672	6.7%
t	16672	6.7%
H	16594	6.6%
Other values (3)	49782	19.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	249954	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	33406	13.4%
e	33344	13.3%
L	16734	6.7%
w	16734	6.7%
M	16672	6.7%
d	16672	6.7%
r	16672	6.7%
a	16672	6.7%
t	16672	6.7%
H	16594	6.6%
Other values (3)	49782	19.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	249954	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	33406	13.4%
e	33344	13.3%
L	16734	6.7%
w	16734	6.7%
M	16672	6.7%
d	16672	6.7%
r	16672	6.7%
a	16672	6.7%
t	16672	6.7%
H	16594	6.6%
Other values (3)	49782	19.9%

Medication_Use
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

1	25044
0	24956

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Most occurring characters

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	25044	50.1%
0	24956	49.9%

Diabetes_Diagnosis
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

1	25104
0	24896

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Most occurring characters

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	25104	50.2%
0	24896	49.8%

Interactions

Correlations

	Age	Alcohol_Consumption_Per_Week	BMI	Blood_Pressure	Cholesterol	Daily_Caloric_Intake	Diabetes_Diagnosis	Ethnicity	Exercise_Hours_Per_Week	Family_History_Diabetes	Fast_Food_Intake_Per_Week	Gender	Glucose_Level	HbA1c	Heart_Disease_History	Income	Insulin_Resistance	Medication_Use	Physical_Activity_Level	Processed_Food_Intake_Per_Week	Sleep_Hours_Per_Night	Smoking_Status	Stress_Level
Age	1.000	0.005	-0.002	0.001	0.000	-0.000	0.011	0.003	-0.008	0.000	-0.001	0.012	-0.000	-0.001	0.007	-0.000	0.002	0.000	0.000	-0.001	0.000	0.000	0.000
Alcohol_Consumption_Per_Week	0.005	1.000	0.002	0.009	0.002	0.001	0.000	0.000	0.001	0.000	-0.004	0.016	-0.010	0.001	0.000	-0.003	0.001	0.000	0.000	0.007	0.004	0.000	0.000
BMI	-0.002	0.002	1.000	-0.003	-0.003	0.004	0.000	0.000	-0.004	0.000	-0.005	0.000	0.001	0.002	0.000	0.008	0.003	0.014	0.008	0.002	0.002	0.003	0.000
Blood_Pressure	0.001	0.009	-0.003	1.000	-0.004	-0.001	0.000	0.004	0.000	0.006	-0.002	0.008	-0.001	0.000	0.000	0.002	-0.001	0.003	0.000	-0.006	-0.001	0.007	0.000
Cholesterol	0.000	0.002	-0.003	-0.004	1.000	0.003	0.000	0.007	0.004	0.000	-0.003	0.006	-0.004	0.004	0.007	-0.007	0.010	0.000	0.011	-0.003	-0.003	0.000	0.005
Daily_Caloric_Intake	-0.000	0.001	0.004	-0.001	0.003	1.000	0.008	0.000	0.002	0.000	-0.004	0.012	0.006	0.002	0.013	-0.002	-0.004	0.000	0.000	0.001	0.003	0.007	0.010
Diabetes_Diagnosis	0.011	0.000	0.000	0.000	0.000	0.008	1.000	0.002	0.006	0.005	0.000	0.004	0.000	0.003	0.000	0.000	0.000	0.003	0.000	0.000	0.005	0.002	0.000
Ethnicity	0.003	0.000	0.000	0.004	0.007	0.000	0.002	1.000	0.004	0.005	0.000	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.002	0.006
Exercise_Hours_Per_Week	-0.008	0.001	-0.004	0.000	0.004	0.002	0.006	0.004	1.000	0.004	0.005	0.009	0.006	-0.001	0.009	-0.006	0.005	0.010	0.000	-0.000	0.004	0.005	0.004
Family_History_Diabetes	0.000	0.000	0.000	0.006	0.000	0.000	0.005	0.005	0.004	1.000	0.006	0.006	0.000	0.000	0.007	0.012	0.011	0.000	0.000	0.000	0.000	0.006	0.000
Fast_Food_Intake_Per_Week	-0.001	-0.004	-0.005	-0.002	-0.003	-0.004	0.000	0.000	0.005	0.006	1.000	0.001	-0.001	0.002	0.009	-0.002	-0.001	0.000	0.004	-0.002	-0.002	0.000	0.002
Gender	0.012	0.016	0.000	0.008	0.006	0.012	0.004	0.001	0.009	0.006	0.001	1.000	0.000	0.007	0.001	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000
Glucose_Level	-0.000	-0.010	0.001	-0.001	-0.004	0.006	0.000	0.000	0.006	0.000	-0.001	0.000	1.000	-0.001	0.000	0.003	-0.008	0.005	0.000	-0.005	-0.002	0.000	0.000
HbA1c	-0.001	0.001	0.002	0.000	0.004	0.002	0.003	0.000	-0.001	0.000	0.002	0.007	-0.001	1.000	0.000	0.001	0.000	0.004	0.000	-0.000	-0.007	0.000	0.000
Heart_Disease_History	0.007	0.000	0.000	0.000	0.007	0.013	0.000	0.000	0.009	0.007	0.009	0.001	0.000	0.000	1.000	0.010	0.000	0.002	0.000	0.000	0.011	0.000	0.000
Income	-0.000	-0.003	0.008	0.002	-0.007	-0.002	0.000	0.000	-0.006	0.012	-0.002	0.000	0.003	0.001	0.010	1.000	0.001	0.000	0.000	0.004	-0.001	0.009	0.000
Insulin_Resistance	0.002	0.001	0.003	-0.001	0.010	-0.004	0.000	0.000	0.005	0.011	-0.001	0.000	-0.008	0.000	0.000	0.001	1.000	0.007	0.000	0.002	-0.002	0.006	0.009
Medication_Use	0.000	0.000	0.014	0.003	0.000	0.000	0.003	0.000	0.010	0.000	0.000	0.003	0.005	0.004	0.002	0.000	0.007	1.000	0.000	0.000	0.008	0.009	0.005
Physical_Activity_Level	0.000	0.000	0.008	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.003	0.000	0.000	0.000
Processed_Food_Intake_Per_Week	-0.001	0.007	0.002	-0.006	-0.003	0.001	0.000	0.002	-0.000	0.000	-0.002	0.000	-0.005	-0.000	0.000	0.004	0.002	0.000	0.003	1.000	-0.008	0.007	0.007
Sleep_Hours_Per_Night	0.000	0.004	0.002	-0.001	-0.003	0.003	0.005	0.000	0.004	0.000	-0.002	0.000	-0.002	-0.007	0.011	-0.001	-0.002	0.008	0.000	-0.008	1.000	0.000	0.006
Smoking_Status	0.000	0.000	0.003	0.007	0.000	0.007	0.002	0.002	0.005	0.006	0.000	0.000	0.000	0.000	0.000	0.009	0.006	0.009	0.000	0.007	0.000	1.000	0.000
Stress_Level	0.000	0.000	0.000	0.000	0.005	0.010	0.000	0.006	0.004	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.009	0.005	0.000	0.007	0.006	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Age	Gender	Ethnicity	Income	BMI	Blood_Pressure	Cholesterol	Exercise_Hours_Per_Week	Alcohol_Consumption_Per_Week	Smoking_Status	Family_History_Diabetes	Glucose_Level	HbA1c	Insulin_Resistance	Heart_Disease_History	Physical_Activity_Level	Fast_Food_Intake_Per_Week	Processed_Food_Intake_Per_Week	Daily_Caloric_Intake	Sleep_Hours_Per_Night	Stress_Level	Medication_Use	Diabetes_Diagnosis
0	69	Female	Other	39557	38.2	94.6	252.9	3.3	4	Never	0	101.0	6.1	5.1	0	Low	3	4	3641	8.7	Low	0	1
1	32	Male	Black	90663	33.6	167.0	282.6	4.6	7	Never	0	178.1	4.4	1.7	1	Moderate	8	0	3361	8.0	Low	1	0
2	89	Male	White	116180	39.4	100.6	106.8	6.1	5	Former	1	184.4	8.3	4.9	1	Low	9	8	2397	8.8	High	1	0
3	78	Male	Other	73059	40.6	111.1	169.7	7.4	9	Never	0	126.7	7.4	9.8	0	High	7	5	2491	6.4	Low	1	1
4	38	Female	White	35389	29.7	143.3	296.5	2.6	6	Never	1	199.9	8.5	1.7	1	Moderate	0	7	1325	6.6	High	1	0
5	41	Male	White	26520	22.5	179.9	118.7	0.5	0	Never	1	173.6	7.1	4.0	0	Moderate	0	0	1513	6.4	High	0	0
6	20	Male	White	30194	18.5	167.8	178.2	0.6	5	Former	1	137.0	7.3	2.0	0	Moderate	8	3	2008	6.9	Low	1	1
7	39	Female	Asian	72668	42.0	167.8	105.8	6.3	11	Never	1	125.0	8.7	1.8	0	High	3	6	3994	6.4	Low	1	1
8	70	Male	Hispanic	97348	32.9	156.8	122.1	4.0	7	Former	1	78.4	6.3	8.5	1	Low	3	1	2543	5.7	Low	0	0
9	19	Female	Hispanic	42099	32.1	152.9	255.9	1.7	2	Never	1	160.7	6.2	6.9	0	Moderate	2	4	2035	8.6	Low	1	1

	Age	Gender	Ethnicity	Income	BMI	Blood_Pressure	Cholesterol	Exercise_Hours_Per_Week	Alcohol_Consumption_Per_Week	Smoking_Status	Family_History_Diabetes	Glucose_Level	HbA1c	Insulin_Resistance	Heart_Disease_History	Physical_Activity_Level	Fast_Food_Intake_Per_Week	Processed_Food_Intake_Per_Week	Daily_Caloric_Intake	Sleep_Hours_Per_Night	Stress_Level	Medication_Use	Diabetes_Diagnosis
49990	45	Female	Black	94844	41.0	148.3	288.5	8.7	2	Current	1	113.6	7.7	4.6	0	Low	8	3	1819	6.4	Moderate	1	1
49991	66	Male	Other	65287	34.4	153.4	106.4	2.9	13	Former	0	177.9	4.2	1.5	1	High	7	0	1933	9.8	Moderate	0	1
49992	62	Female	Hispanic	111778	39.1	120.2	193.5	1.3	10	Current	1	190.1	9.4	1.4	1	Moderate	4	1	3168	9.1	High	1	0
49993	77	Female	Other	82570	38.9	97.6	178.8	8.2	0	Never	1	192.2	7.4	7.3	1	Low	7	1	2854	8.4	Low	1	0
49994	73	Male	Black	53221	41.3	96.0	119.4	6.5	12	Never	1	145.8	8.4	8.0	1	Moderate	5	7	2306	7.2	High	0	0
49995	21	Male	Black	99216	20.8	100.9	263.3	9.9	6	Current	0	143.6	8.8	6.4	1	Moderate	1	5	3812	4.3	Moderate	0	1
49996	35	Female	Asian	68404	42.6	138.0	220.8	2.6	14	Never	0	75.2	4.6	5.2	0	High	3	9	3935	9.3	Moderate	0	1
49997	46	Male	White	21337	44.9	179.2	211.1	7.7	9	Current	0	173.0	8.4	9.5	1	Moderate	5	2	2579	7.4	Moderate	1	0
49998	56	Male	Other	93760	24.6	179.4	292.1	7.9	6	Never	1	198.1	9.0	7.7	0	Low	6	0	1951	6.2	High	0	0
49999	72	Male	White	100541	35.5	102.6	128.2	1.2	9	Never	0	140.9	5.7	7.0	1	High	7	4	2092	4.8	Moderate	1	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)